{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9244ec87",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tushare as ts\n",
    "import talib as ta\n",
    "from matplotlib import pyplot as plt\n",
    "import warnings\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import talib as ta\n",
    "from dateutil.parser import parse\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "797b33b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "pro = ts.pro_api('0ba8feef618e5db7b1ebb65538fe51e4aef69fb3cbf709d44128f313')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "14799f2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = ['ts_code','trade_date','close']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "787085ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "# pro.query()\n",
    "df_rb2205 = pro.fut_daily(ts_code='RB2205.SHF', start_date='20210101', end_date='20221113')[columns]\n",
    "df_rb2210 = pro.fut_daily(ts_code='RB2210.SHF', start_date='20210101', end_date='20221113')[columns]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "fe76fbbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220414</td>\n",
       "      <td>5079.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220413</td>\n",
       "      <td>5018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220412</td>\n",
       "      <td>5094.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220411</td>\n",
       "      <td>4987.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220408</td>\n",
       "      <td>5091.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ts_code trade_date   close\n",
       "0  RB2205.SHF   20220414  5079.0\n",
       "1  RB2205.SHF   20220413  5018.0\n",
       "2  RB2205.SHF   20220412  5094.0\n",
       "3  RB2205.SHF   20220411  4987.0\n",
       "4  RB2205.SHF   20220408  5091.0"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rb2205.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a9d5ecc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_rb2205.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "59662cef",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rb2205['ma1'] = ta.SMA(df_rb2205.close.values, timeperiod=3)\n",
    "df_rb2205['ma2'] = ta.SMA(df_rb2205.close.values, timeperiod=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9816ce5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,10))\n",
    "fig = plt.plot(df_rb2205.close, 'g',label='close')\n",
    "plt.plot(df_rb2205.ma1, 'r', label='ma1')\n",
    "plt.plot(df_rb2205.ma2, 'b',label='ma2')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3b95f930",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,10))\n",
    "fig = plt.plot(df_rb2205.close, 'g',label='close')\n",
    "fig = plt.plot(df_rb2210.close, 'r',label='close')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c0ef9863",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>pre_settle</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>settle</th>\n",
       "      <th>change1</th>\n",
       "      <th>change2</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>oi</th>\n",
       "      <th>oi_chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220413</td>\n",
       "      <td>5094.0</td>\n",
       "      <td>5041.0</td>\n",
       "      <td>5100.0</td>\n",
       "      <td>5100.0</td>\n",
       "      <td>5018.0</td>\n",
       "      <td>5018.0</td>\n",
       "      <td>5060.0</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>103671.0</td>\n",
       "      <td>524595.94</td>\n",
       "      <td>259232.0</td>\n",
       "      <td>-18535.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220412</td>\n",
       "      <td>4987.0</td>\n",
       "      <td>5028.0</td>\n",
       "      <td>4995.0</td>\n",
       "      <td>5099.0</td>\n",
       "      <td>4984.0</td>\n",
       "      <td>5094.0</td>\n",
       "      <td>5041.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>136205.0</td>\n",
       "      <td>686721.06</td>\n",
       "      <td>277767.0</td>\n",
       "      <td>-27912.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220411</td>\n",
       "      <td>5091.0</td>\n",
       "      <td>5096.0</td>\n",
       "      <td>5091.0</td>\n",
       "      <td>5115.0</td>\n",
       "      <td>4976.0</td>\n",
       "      <td>4987.0</td>\n",
       "      <td>5028.0</td>\n",
       "      <td>-109.0</td>\n",
       "      <td>-68.0</td>\n",
       "      <td>185395.0</td>\n",
       "      <td>932300.74</td>\n",
       "      <td>305679.0</td>\n",
       "      <td>-43586.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220408</td>\n",
       "      <td>5131.0</td>\n",
       "      <td>5142.0</td>\n",
       "      <td>5130.0</td>\n",
       "      <td>5158.0</td>\n",
       "      <td>5043.0</td>\n",
       "      <td>5091.0</td>\n",
       "      <td>5096.0</td>\n",
       "      <td>-51.0</td>\n",
       "      <td>-46.0</td>\n",
       "      <td>181261.0</td>\n",
       "      <td>923829.34</td>\n",
       "      <td>349265.0</td>\n",
       "      <td>-49381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>20220407</td>\n",
       "      <td>5162.0</td>\n",
       "      <td>5163.0</td>\n",
       "      <td>5166.0</td>\n",
       "      <td>5182.0</td>\n",
       "      <td>5105.0</td>\n",
       "      <td>5131.0</td>\n",
       "      <td>5142.0</td>\n",
       "      <td>-32.0</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>198209.0</td>\n",
       "      <td>1019371.46</td>\n",
       "      <td>398646.0</td>\n",
       "      <td>-49341.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ts_code trade_date  pre_close  pre_settle    open    high     low  \\\n",
       "0  RB2205.SHF   20220413     5094.0      5041.0  5100.0  5100.0  5018.0   \n",
       "1  RB2205.SHF   20220412     4987.0      5028.0  4995.0  5099.0  4984.0   \n",
       "2  RB2205.SHF   20220411     5091.0      5096.0  5091.0  5115.0  4976.0   \n",
       "3  RB2205.SHF   20220408     5131.0      5142.0  5130.0  5158.0  5043.0   \n",
       "4  RB2205.SHF   20220407     5162.0      5163.0  5166.0  5182.0  5105.0   \n",
       "\n",
       "    close  settle  change1  change2       vol      amount        oi   oi_chg  \n",
       "0  5018.0  5060.0    -23.0     19.0  103671.0   524595.94  259232.0 -18535.0  \n",
       "1  5094.0  5041.0     66.0     13.0  136205.0   686721.06  277767.0 -27912.0  \n",
       "2  4987.0  5028.0   -109.0    -68.0  185395.0   932300.74  305679.0 -43586.0  \n",
       "3  5091.0  5096.0    -51.0    -46.0  181261.0   923829.34  349265.0 -49381.0  \n",
       "4  5131.0  5142.0    -32.0    -21.0  198209.0  1019371.46  398646.0 -49341.0  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rb2205.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7ca4f45a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>pre_settle</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>settle</th>\n",
       "      <th>change1</th>\n",
       "      <th>change2</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>oi</th>\n",
       "      <th>oi_chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>20220413</td>\n",
       "      <td>5035.0</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>5036.0</td>\n",
       "      <td>5041.0</td>\n",
       "      <td>4912.0</td>\n",
       "      <td>4915.0</td>\n",
       "      <td>4973.0</td>\n",
       "      <td>-40.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1918588.0</td>\n",
       "      <td>9541783.18</td>\n",
       "      <td>1713890.0</td>\n",
       "      <td>911.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>20220412</td>\n",
       "      <td>4867.0</td>\n",
       "      <td>4927.0</td>\n",
       "      <td>4880.0</td>\n",
       "      <td>5035.0</td>\n",
       "      <td>4872.0</td>\n",
       "      <td>5035.0</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1710656.0</td>\n",
       "      <td>8476688.41</td>\n",
       "      <td>1712979.0</td>\n",
       "      <td>26807.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>20220411</td>\n",
       "      <td>5019.0</td>\n",
       "      <td>5025.0</td>\n",
       "      <td>5018.0</td>\n",
       "      <td>5039.0</td>\n",
       "      <td>4859.0</td>\n",
       "      <td>4867.0</td>\n",
       "      <td>4927.0</td>\n",
       "      <td>-158.0</td>\n",
       "      <td>-98.0</td>\n",
       "      <td>1756999.0</td>\n",
       "      <td>8658230.34</td>\n",
       "      <td>1686172.0</td>\n",
       "      <td>21473.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>20220408</td>\n",
       "      <td>5070.0</td>\n",
       "      <td>5090.0</td>\n",
       "      <td>5052.0</td>\n",
       "      <td>5103.0</td>\n",
       "      <td>4953.0</td>\n",
       "      <td>5019.0</td>\n",
       "      <td>5025.0</td>\n",
       "      <td>-71.0</td>\n",
       "      <td>-65.0</td>\n",
       "      <td>1778196.0</td>\n",
       "      <td>8935671.45</td>\n",
       "      <td>1664699.0</td>\n",
       "      <td>-17300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>20220407</td>\n",
       "      <td>5121.0</td>\n",
       "      <td>5133.0</td>\n",
       "      <td>5122.0</td>\n",
       "      <td>5148.0</td>\n",
       "      <td>5034.0</td>\n",
       "      <td>5070.0</td>\n",
       "      <td>5090.0</td>\n",
       "      <td>-63.0</td>\n",
       "      <td>-43.0</td>\n",
       "      <td>1495053.0</td>\n",
       "      <td>7610534.68</td>\n",
       "      <td>1681999.0</td>\n",
       "      <td>37134.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ts_code trade_date  pre_close  pre_settle    open    high     low  \\\n",
       "0  RB2210.SHF   20220413     5035.0      4955.0  5036.0  5041.0  4912.0   \n",
       "1  RB2210.SHF   20220412     4867.0      4927.0  4880.0  5035.0  4872.0   \n",
       "2  RB2210.SHF   20220411     5019.0      5025.0  5018.0  5039.0  4859.0   \n",
       "3  RB2210.SHF   20220408     5070.0      5090.0  5052.0  5103.0  4953.0   \n",
       "4  RB2210.SHF   20220407     5121.0      5133.0  5122.0  5148.0  5034.0   \n",
       "\n",
       "    close  settle  change1  change2        vol      amount         oi   oi_chg  \n",
       "0  4915.0  4973.0    -40.0     18.0  1918588.0  9541783.18  1713890.0    911.0  \n",
       "1  5035.0  4955.0    108.0     28.0  1710656.0  8476688.41  1712979.0  26807.0  \n",
       "2  4867.0  4927.0   -158.0    -98.0  1756999.0  8658230.34  1686172.0  21473.0  \n",
       "3  5019.0  5025.0    -71.0    -65.0  1778196.0  8935671.45  1664699.0 -17300.0  \n",
       "4  5070.0  5090.0    -63.0    -43.0  1495053.0  7610534.68  1681999.0  37134.0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rb2210.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fcbf748d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rb = df_rb2205[['ts_code','trade_date','close']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "98f1a83a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_rb = pd.merge(df_rb2205, df_rb2210, on=['ts_code', 'trade_date'])\n",
    "df_rb = pd.merge(df_rb2205, df_rb2210, on=['trade_date'])\n",
    "df_rb['trade_date']= df_rb['trade_date'].apply(parse)\n",
    "df_rb = df_rb.set_index('trade_date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "a928ba05",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rb['spread'] = df_rb['close_x'] - df_rb['close_y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "bee35831",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_rb.spread.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "6ec175f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code_x</th>\n",
       "      <th>close_x</th>\n",
       "      <th>ts_code_y</th>\n",
       "      <th>close_y</th>\n",
       "      <th>spread</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-04-14</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>5079.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>5004.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-13</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>5018.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>4915.0</td>\n",
       "      <td>103.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-12</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>5094.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>5035.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-11</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>4987.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>4867.0</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-08</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>5091.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>5019.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ts_code_x  close_x   ts_code_y  close_y  spread\n",
       "trade_date                                                  \n",
       "2022-04-14  RB2205.SHF   5079.0  RB2210.SHF   5004.0    75.0\n",
       "2022-04-13  RB2205.SHF   5018.0  RB2210.SHF   4915.0   103.0\n",
       "2022-04-12  RB2205.SHF   5094.0  RB2210.SHF   5035.0    59.0\n",
       "2022-04-11  RB2205.SHF   4987.0  RB2210.SHF   4867.0   120.0\n",
       "2022-04-08  RB2205.SHF   5091.0  RB2210.SHF   5019.0    72.0"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rb.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "b3c1919f",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df_rb = df_rb.set_index('trade_date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "53085a32",
   "metadata": {},
   "outputs": [],
   "source": [
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "f9483e2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code_x</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>close_x</th>\n",
       "      <th>ts_code_y</th>\n",
       "      <th>close_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2022-04-14</td>\n",
       "      <td>5079.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>5004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2022-04-13</td>\n",
       "      <td>5018.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>4915.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2022-04-12</td>\n",
       "      <td>5094.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>5035.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2022-04-11</td>\n",
       "      <td>4987.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>4867.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2022-04-08</td>\n",
       "      <td>5091.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>5019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2021-10-22</td>\n",
       "      <td>4722.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>4589.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2021-10-21</td>\n",
       "      <td>4766.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>4661.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2021-10-20</td>\n",
       "      <td>5075.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>4930.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2021-10-19</td>\n",
       "      <td>5309.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>5121.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>RB2205.SHF</td>\n",
       "      <td>2021-10-18</td>\n",
       "      <td>5189.0</td>\n",
       "      <td>RB2210.SHF</td>\n",
       "      <td>5030.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>121 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ts_code_x trade_date  close_x   ts_code_y  close_y\n",
       "0    RB2205.SHF 2022-04-14   5079.0  RB2210.SHF   5004.0\n",
       "1    RB2205.SHF 2022-04-13   5018.0  RB2210.SHF   4915.0\n",
       "2    RB2205.SHF 2022-04-12   5094.0  RB2210.SHF   5035.0\n",
       "3    RB2205.SHF 2022-04-11   4987.0  RB2210.SHF   4867.0\n",
       "4    RB2205.SHF 2022-04-08   5091.0  RB2210.SHF   5019.0\n",
       "..          ...        ...      ...         ...      ...\n",
       "116  RB2205.SHF 2021-10-22   4722.0  RB2210.SHF   4589.0\n",
       "117  RB2205.SHF 2021-10-21   4766.0  RB2210.SHF   4661.0\n",
       "118  RB2205.SHF 2021-10-20   5075.0  RB2210.SHF   4930.0\n",
       "119  RB2205.SHF 2021-10-19   5309.0  RB2210.SHF   5121.0\n",
       "120  RB2205.SHF 2021-10-18   5189.0  RB2210.SHF   5030.0\n",
       "\n",
       "[121 rows x 5 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d6b60cbb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-12-29 00:00:00\n"
     ]
    }
   ],
   "source": [
    "a=20181229\n",
    "\n",
    "b=str(a)\n",
    "\n",
    "c=parse(b)\n",
    "\n",
    "print(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "799b848f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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